{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e8035a2a",
   "metadata": {},
   "source": [
    "# 实践：\n",
    "- 数据源获取\n",
    "- 数据清洗和整合\n",
    "- 数据交互可视化\n",
    "- 数据结论"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7fd23cd",
   "metadata": {},
   "source": [
    "# 1.数据获取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8e4eb3a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77015f61",
   "metadata": {},
   "source": [
    "- 请求方式：POST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e67d79ea",
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'requests_html'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "Input \u001b[1;32mIn [27]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mrequests_html\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m HTMLSession\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mjson\u001b[39;00m\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'requests_html'"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "19c5ed6a",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'HTMLSession' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Input \u001b[1;32mIn [28]\u001b[0m, in \u001b[0;36m<cell line: 33>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m payload \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m      2\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m\"\u001b[39m: {\n\u001b[0;32m      3\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmainSearchPcConditionForm\u001b[39m\u001b[38;5;124m\"\u001b[39m: {\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     30\u001b[0m     }\n\u001b[0;32m     31\u001b[0m }\n\u001b[0;32m     32\u001b[0m \u001b[38;5;66;03m# create an HTML session using Requests-HTML\u001b[39;00m\n\u001b[1;32m---> 33\u001b[0m session \u001b[38;5;241m=\u001b[39m \u001b[43mHTMLSession\u001b[49m()\n",
      "\u001b[1;31mNameError\u001b[0m: name 'HTMLSession' is not defined"
     ]
    }
   ],
   "source": [
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"410\",\n",
    "            \"dq\": \"410\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": \"0\",\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\":None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "7b5ebb4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# headers = {\n",
    "# \"User-Agent\":\"Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/103.0.0.0 Safari/537.36\"\n",
    "# }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "16f4e193",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '490',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=jFbKBscGQu-Qqzq9Ues4pQ; _ga=GA1.1.918067290.1681902564; __tlog=1681902565833.98%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681902572; __session_seq=21; __uv_seq=21; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1681904656; _ga_54YTJKWN86=GS1.1.1681906862.2.0.1681906862.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': 'Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=¤tPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=1$3&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=8dvrtmhirdk3wdbhone8thq8dntxfy98&scene=condition&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=8dvrtmhirdk3wdbhone8thq8dntxfy98&sfrom=search_job_pc&suggestId=\"',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'cf1da507-19a3-480f-b7e5-c649f6f5432c',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'jFbKBscGQu-Qqzq9Ues4pQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2a7ef5c",
   "metadata": {},
   "source": [
    "# 获取单页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "ed9672dc",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'session' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Input \u001b[1;32mIn [30]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# send a POST request with headers\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43msession\u001b[49m\u001b[38;5;241m.\u001b[39mpost(url, data\u001b[38;5;241m=\u001b[39mjson\u001b[38;5;241m.\u001b[39mdumps(payload), headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[0;32m      4\u001b[0m \u001b[38;5;66;03m# extract the JSON data from the response\u001b[39;00m\n\u001b[0;32m      5\u001b[0m response_data \u001b[38;5;241m=\u001b[39m r\u001b[38;5;241m.\u001b[39mjson()\n",
      "\u001b[1;31mNameError\u001b[0m: name 'session' is not defined"
     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "1650fead",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(url,data=json.dumps(payload),headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "63a19cfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36', 'Accept-Encoding': 'gzip, deflate, br', 'Accept': 'application/json, text/plain, */*', 'Connection': 'keep-alive', 'Accept-Language': 'zh-CN,zh;q=0.9', 'Cache-Control': 'no-cache', 'Content-Length': '474', 'Content-Type': 'application/json;charset=UTF-8;', 'Cookie': '__gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=jFbKBscGQu-Qqzq9Ues4pQ; _ga=GA1.1.918067290.1681902564; __tlog=1681902565833.98%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681902572; __session_seq=21; __uv_seq=21; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1681904656; _ga_54YTJKWN86=GS1.1.1681906862.2.0.1681906862.0.0.0', 'Host': 'apic.liepin.com', 'Origin': 'https://www.liepin.com', 'Pragma': 'no-cache', 'Referer': 'https://www.liepin.com/', 'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"', 'sec-ch-ua-mobile': '?0', 'sec-ch-ua-platform': 'Windows\"', 'Sec-Fetch-Dest': 'empty', 'Sec-Fetch-Mode': 'cors', 'Sec-Fetch-Site': 'same-site', 'X-Client-Type': 'web', 'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=¤tPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=1$3&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=8dvrtmhirdk3wdbhone8thq8dntxfy98&scene=condition&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=8dvrtmhirdk3wdbhone8thq8dntxfy98&sfrom=search_job_pc&suggestId=\"', 'X-Fscp-Fe-Version': '', 'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}', 'X-Fscp-Trace-Id': 'cf1da507-19a3-480f-b7e5-c649f6f5432c', 'X-Fscp-Version': '1.1', 'X-Requested-With': 'XMLHttpRequest', 'X-XSRF-TOKEN': 'jFbKBscGQu-Qqzq9Ues4pQ'}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "476e264b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "f29256d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['交易产品'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20221129101301',\n",
       "      'jobId': '53918565',\n",
       "      'advViewFlag': True,\n",
       "      'topJob': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1953918565.shtml',\n",
       "      'salary': '18-25k',\n",
       "      'dq': '上海-长宁区',\n",
       "      'title': '资深产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 13057225,\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/13057225/',\n",
       "      'compIndustry': '服装/纺织/皮革',\n",
       "      'compLogo': '628205cf506c2e5e739261a304u.png',\n",
       "      'compName': '上海黛拉时装有限公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '61a5a15d18d3ce117e36f3a11c63db43',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '田女士',\n",
       "      'recruiterTitle': '人事行政专员',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': 'e26275ea580045a38c9ff21f702d8663'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2253918565%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"e26275ea580045a38c9ff21f702d8663\",\"jobId\":\"53918565\",\"imId\":\"61a5a15d18d3ce117e36f3a11c63db43\",\"imUserType\":\"2\",\"recruiterName\":\"田女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['智慧城市',\n",
       "       '原型设计',\n",
       "       '交互设计',\n",
       "       '需求分析',\n",
       "       'AI人工智能产品',\n",
       "       '产品设计',\n",
       "       '用户研究',\n",
       "       '流程设计',\n",
       "       '竞品分析',\n",
       "       'to B'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230509154121',\n",
       "      'jobId': '58411261',\n",
       "      'advViewFlag': True,\n",
       "      'topJob': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1958411261.shtml',\n",
       "      'salary': '15-25k·13薪',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': '产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 12255279,\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/12255279/',\n",
       "      'compIndustry': '人工智能',\n",
       "      'compLogo': '61b8197e69ae2a1245b4ea7505u.png',\n",
       "      'compName': '深圳天海宸光科技有限公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '48e78696027a4c955d887c62117912b0',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': '8a18c3c74f738e01fbff9be81f987e70'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2258411261%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"8a18c3c74f738e01fbff9be81f987e70\",\"jobId\":\"58411261\",\"imId\":\"48e78696027a4c955d887c62117912b0\",\"imUserType\":\"2\",\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['工具产品',\n",
       "       '直播/视频产品',\n",
       "       'IT互联网',\n",
       "       '用户研究',\n",
       "       '产品规划',\n",
       "       '移动端产品',\n",
       "       '竞品分析',\n",
       "       '产品优化',\n",
       "       '数据分析',\n",
       "       '产品设计'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230506171101',\n",
       "      'jobId': '58340535',\n",
       "      'advViewFlag': True,\n",
       "      'topJob': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1958340535.shtml',\n",
       "      'salary': '15-25k',\n",
       "      'dq': '杭州-西湖区',\n",
       "      'title': '产品策划经理（AIGC） (MJ001528)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 5767716,\n",
       "      'compScale': '1000-2000人',\n",
       "      'link': 'https://www.liepin.com/company/5767716/',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compStage': '创业板上市',\n",
       "      'compLogo': '5c6f73c3261c45f0478aa89308u.png',\n",
       "      'compName': '万兴科技'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '836e993920c500991b4fb320fc878e26',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '何女士',\n",
       "      'recruiterTitle': 'HRBP',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '2ec4a27eeea59d770b028b575713f0b1'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2258340535%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"2ec4a27eeea59d770b028b575713f0b1\",\"jobId\":\"58340535\",\"imId\":\"836e993920c500991b4fb320fc878e26\",\"imUserType\":\"2\",\"recruiterName\":\"何女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['英语',\n",
       "       '市场推广',\n",
       "       '市场拓展',\n",
       "       '渠道策划',\n",
       "       '市场策划',\n",
       "       '市场调研分析',\n",
       "       '乙方公司背景',\n",
       "       'to B',\n",
       "       '大客户',\n",
       "       '无销售性质'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230510104006',\n",
       "      'jobId': '50965433',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1950965433.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '广州-天河区',\n",
       "      'title': '产品经理（化妆品原料）/Product Manager',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'comp': {'compId': 8112968,\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/8112968/',\n",
       "      'compIndustry': '贸易/进出口',\n",
       "      'compLogo': '6274ee6d04a5ff469b10880402u.png',\n",
       "      'compName': '仙婷集团'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '0ce6f53a162e27cc9427b88c78d2ff1f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': 'HR Specialist',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': '14799e1bef289c70aa9b550257de7ea8'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2250965433%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"jobId\":\"50965433\",\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"imUserType\":\"2\",\"recruiterName\":\"吴女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['数据产品', '数据挖掘', '数据分析', '产品规划'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20210311143004',\n",
       "      'jobId': '36908035',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1936908035.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '深圳',\n",
       "      'title': 'Lazada-Data Product Manager-流量数据产品经理（深圳）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '学历不限'},\n",
       "     'comp': {'compId': 1072424,\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/1072424/',\n",
       "      'compIndustry': '互联网',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5bfe915474719d35745acf0903a.png',\n",
       "      'compName': '阿里巴巴集团'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '4a4ece35206ffdf578f5885b11a76839',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterPhoto': '57c4e9d345ce9f0a74a9b8cd04a.png',\n",
       "      'recruiterId': 'd4be0c7af21e622076f4668dbe33f725'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2236908035%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"jobId\":\"36908035\",\"imId\":\"4a4ece35206ffdf578f5885b11a76839\",\"imUserType\":\"2\",\"recruiterName\":\"陈先生\",\"recruiterPhoto\":\"57c4e9d345ce9f0a74a9b8cd04a.png\"}'},\n",
       "    {'job': {'labels': ['商业产品', '计算机软件', '需求分析', '需求说明'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20221222105858',\n",
       "      'jobId': '45447327',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1945447327.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '成都',\n",
       "      'title': 'Product Manager / 产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=5',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 3215924,\n",
       "      'compScale': '1000-2000人',\n",
       "      'link': 'https://www.liepin.com/company/3215924/',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compStage': 'C轮',\n",
       "      'compLogo': '5bfe9a0f74719df0ac99c18d03a.png',\n",
       "      'compName': '维塔士'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '05e66dde1f5469778fa263ed17de85b1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '鱼女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': '3ebcddd9b3193ceafb68be0b3ae411e1'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245447327%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"3ebcddd9b3193ceafb68be0b3ae411e1\",\"jobId\":\"45447327\",\"imId\":\"05e66dde1f5469778fa263ed17de85b1\",\"imUserType\":\"2\",\"recruiterName\":\"鱼女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['产品设计', 'saas'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20200601161000',\n",
       "      'jobId': '28814467',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1928814467.shtml',\n",
       "      'salary': '16-21k',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'title': 'Product Manager (产品经理)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=6',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 12261483,\n",
       "      'compScale': '',\n",
       "      'link': 'https://www.liepin.com/company/12261483/',\n",
       "      'compIndustry': '培训服务',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '赫尔马科技(上海)有限公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '7ac9225ebe147c72937a45d7910778f0',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '邱先生',\n",
       "      'recruiterTitle': '区域总经理',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg',\n",
       "      'recruiterId': '268b78cf04b4cef281e37a42dfcc231f'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2228814467%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"268b78cf04b4cef281e37a42dfcc231f\",\"jobId\":\"28814467\",\"imId\":\"7ac9225ebe147c72937a45d7910778f0\",\"imUserType\":\"2\",\"recruiterName\":\"邱先生\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '1',\n",
       "      'refreshTime': '20230221110513',\n",
       "      'jobId': '43688015',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/43688015.shtml',\n",
       "      'salary': '20-22k·14薪',\n",
       "      'dq': '南京',\n",
       "      'title': '产品经理 Product Manager',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=7&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=7',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'requireEduLevel': '本科及以上'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'link': '',\n",
       "      'compIndustry': '家电',\n",
       "      'compStage': '不需要融资',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某国内大型家具家电公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '9418ebe85ff332046042c177f0a1d2b1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '秦女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '54d0c343712e13549ab2b96701a.jpg',\n",
       "      'recruiterId': 'a39e65ec739c49f5f63871c18e9f3afc'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2243688015%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"a39e65ec739c49f5f63871c18e9f3afc\",\"jobId\":\"43688015\",\"imId\":\"9418ebe85ff332046042c177f0a1d2b1\",\"imUserType\":\"2\",\"recruiterName\":\"秦女士\",\"recruiterPhoto\":\"54d0c343712e13549ab2b96701a.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20221014084325',\n",
       "      'jobId': '48531427',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1948531427.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海',\n",
       "      'title': '区域产品经理 Regional Product Manager',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=8',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'comp': {'compId': 8008979,\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/8008979/',\n",
       "      'compIndustry': '机械/设备',\n",
       "      'compLogo': '5bfe961b74719df0ac98f54d03a.png',\n",
       "      'compName': '豪德机械'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '993247f23540bc9a1118e52d65fb8ab7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '叶女士',\n",
       "      'recruiterTitle': '高级人事专员',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': '3d38444cf16082b86af796bc41f43a15'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2248531427%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"3d38444cf16082b86af796bc41f43a15\",\"jobId\":\"48531427\",\"imId\":\"993247f23540bc9a1118e52d65fb8ab7\",\"imUserType\":\"2\",\"recruiterName\":\"叶女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['平台产品',\n",
       "       '产品规划',\n",
       "       '商业产品',\n",
       "       'SaaS产品',\n",
       "       'to B',\n",
       "       '产品设计',\n",
       "       '市场调研',\n",
       "       '用户研究',\n",
       "       '团队管理',\n",
       "       '产品优化'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230506115030',\n",
       "      'jobId': '58158219',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1958158219.shtml',\n",
       "      'salary': '19-24k',\n",
       "      'dq': '郑州-高新区',\n",
       "      'title': '产品专家',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=9&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=9',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 8391173,\n",
       "      'compScale': '1000-2000人',\n",
       "      'link': 'https://www.liepin.com/company/8391173/',\n",
       "      'compIndustry': '互联网',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5bfea0f274719d2aa34c104203a.png',\n",
       "      'compName': '鑫安利集团'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '87ab1a2f983e65d046503bbeedd3ac36',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '马先生',\n",
       "      'recruiterTitle': '人力资源经理',\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg',\n",
       "      'recruiterId': 'd44e00f24189031c3cb3ead7fc3b886f'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2258158219%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"d44e00f24189031c3cb3ead7fc3b886f\",\"jobId\":\"58158219\",\"imId\":\"87ab1a2f983e65d046503bbeedd3ac36\",\"imUserType\":\"2\",\"recruiterName\":\"马先生\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}'},\n",
       "    {'job': {'labels': ['竞品分析',\n",
       "       '产品策略',\n",
       "       '市场分析',\n",
       "       '产品定义',\n",
       "       '用户体验',\n",
       "       '需求分析',\n",
       "       '新产品提案'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230403112132',\n",
       "      'jobId': '32526369',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1932526369.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '深圳',\n",
       "      'title': 'Product Manager 产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=10&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=10',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 8925182,\n",
       "      'compScale': '1000-2000人',\n",
       "      'link': 'https://www.liepin.com/company/8925182/',\n",
       "      'compIndustry': '新能源',\n",
       "      'compStage': 'D轮',\n",
       "      'compLogo': '62df95e5f56e4b709a9a235203u.png',\n",
       "      'compName': 'Sun King'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'c5a554bd369f7ddac0e770cd23fcb1ad',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '祝女士',\n",
       "      'recruiterTitle': 'Regional Sr. HRBP',\n",
       "      'recruiterPhoto': '60bef91a67e2645716093e3606u.png',\n",
       "      'recruiterId': 'c2a29033a4fe825502099587be9f7a60'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2232526369%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"c2a29033a4fe825502099587be9f7a60\",\"jobId\":\"32526369\",\"imId\":\"c5a554bd369f7ddac0e770cd23fcb1ad\",\"imUserType\":\"2\",\"recruiterName\":\"祝女士\",\"recruiterPhoto\":\"60bef91a67e2645716093e3606u.png\"}'},\n",
       "    {'job': {'labels': ['产品规划', '团队管理'],\n",
       "      'jobKind': '1',\n",
       "      'refreshTime': '20230510092645',\n",
       "      'jobId': '44892841',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/44892841.shtml',\n",
       "      'salary': '20-22k·15薪',\n",
       "      'dq': '天津',\n",
       "      'title': '产品经理Product Manager',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=11',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科及以上'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'link': '',\n",
       "      'compIndustry': '人力资源服务',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某知名公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '7e851e39422316a9c051c4e7ef49e137',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '孙女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '6124674cfeab1239c90f01d601u.png',\n",
       "      'recruiterId': '353e506e435b98110f03be3f8eb70477'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244892841%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"353e506e435b98110f03be3f8eb70477\",\"jobId\":\"44892841\",\"imId\":\"7e851e39422316a9c051c4e7ef49e137\",\"imUserType\":\"2\",\"recruiterName\":\"孙女士\",\"recruiterPhoto\":\"6124674cfeab1239c90f01d601u.png\"}'},\n",
       "    {'job': {'labels': ['消费品', 'to B', 'to C'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230403181240',\n",
       "      'jobId': '57513633',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957513633.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-徐汇区',\n",
       "      'title': 'Product Manager 产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=12',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 13284053,\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/13284053/',\n",
       "      'compIndustry': '货运/物流/仓储',\n",
       "      'compStage': '美股上市',\n",
       "      'compLogo': '6311b2fa4046cf63772f915c08u.png',\n",
       "      'compName': '胜牌(上海)化学有限公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '0c122be63ff4cf4914a61a37fde98ddb',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '莫女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterId': '837ab62c1f084d82ee8885bfb3c21038'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257513633%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"837ab62c1f084d82ee8885bfb3c21038\",\"jobId\":\"57513633\",\"imId\":\"0c122be63ff4cf4914a61a37fde98ddb\",\"imUserType\":\"2\",\"recruiterName\":\"莫女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230406144920',\n",
       "      'jobId': '49536051',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1949536051.shtml',\n",
       "      'salary': '14-18k',\n",
       "      'dq': '上海-长宁区',\n",
       "      'title': '产品经理（PM）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=13',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 9705876,\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/9705876/',\n",
       "      'compIndustry': '食品/饮料/酒水',\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '613183e794a50f4ab32610ff01u.png',\n",
       "      'compName': '拉面说'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'ce7ccd785f8b8d8845913e3a4abf94f3',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '宋女士',\n",
       "      'recruiterTitle': '人力资源专员/助理',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': '5a4c262d8885e9942c69f434aaa14096'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2249536051%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"5a4c262d8885e9942c69f434aaa14096\",\"jobId\":\"49536051\",\"imId\":\"ce7ccd785f8b8d8845913e3a4abf94f3\",\"imUserType\":\"2\",\"recruiterName\":\"宋女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['策略产品', '消费品', '团队管理', '产品规划', '产品设计', '产品优化'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230508145218',\n",
       "      'jobId': '58370297',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1958370297.shtml',\n",
       "      'salary': '20-30k',\n",
       "      'dq': '泉州-晋江',\n",
       "      'title': '产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=14',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 9553114,\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/9553114/',\n",
       "      'compIndustry': '印刷/包装/造纸',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '62abf078a2b9fc489ca9ca0305u.png',\n",
       "      'compName': '福建恒安集团有限公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '8f95a5af0c48009545913e3a4abf94f3',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '黄先生',\n",
       "      'recruiterTitle': '招聘coe',\n",
       "      'recruiterPhoto': '62b3c85192f1f01426a53fcb03u.png',\n",
       "      'recruiterId': '7c3ee0f8279186ba926d6c04b096ffa4'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2258370297%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"7c3ee0f8279186ba926d6c04b096ffa4\",\"jobId\":\"58370297\",\"imId\":\"8f95a5af0c48009545913e3a4abf94f3\",\"imUserType\":\"2\",\"recruiterName\":\"黄先生\",\"recruiterPhoto\":\"62b3c85192f1f01426a53fcb03u.png\"}'},\n",
       "    {'job': {'labels': ['金融产品',\n",
       "       '策略产品',\n",
       "       '金融行业',\n",
       "       'IT互联网',\n",
       "       '互联网金融',\n",
       "       '产品规划',\n",
       "       '移动端产品',\n",
       "       '产品设计'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230508174215',\n",
       "      'jobId': '56286627',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1956286627.shtml',\n",
       "      'salary': '15-30k',\n",
       "      'dq': '上海',\n",
       "      'title': '产品经理(移动)（PM0001） (职位编号：PM0001)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=15',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 8055349,\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/8055349/',\n",
       "      'compIndustry': '互联网',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '5bfe9ac074719df0ac99e43003a.png',\n",
       "      'compName': '万得'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '7aa0d8a46d39fb2b62cb88e0a323364d',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '孙女士',\n",
       "      'recruiterTitle': '人力资源伙伴(HRBP)',\n",
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       "    {'job': {'labels': ['电商产品经理  '],\n",
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       "    {'job': {'labels': ['工具产品', '画像产品', '消费品', '产品规划', '用户研究'],\n",
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       "      'dq': '深圳-宝安区',\n",
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       "    {'job': {'labels': ['crm', '数据分析'],\n",
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       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1943527187.shtml',\n",
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       "      'compIndustry': '房地产开发经营',\n",
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       "    {'job': {'labels': ['客户端产品',\n",
       "       '电商产品',\n",
       "       'CRM系统',\n",
       "       '奢侈品',\n",
       "       'IT互联网',\n",
       "       '电子商务',\n",
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       "    {'job': {'labels': ['定价/竞价产品', '商业产品', '产品规划', '用户研究', '团队管理'],\n",
       "      'jobKind': '2',\n",
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       "      'compIndustry': '机械/设备',\n",
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       "    {'job': {'labels': ['数据产品',\n",
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       "       '产品规划',\n",
       "       '产品设计',\n",
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       "    {'job': {'labels': ['定价/竞价产品', '商业产品', '产品规划', '团队管理', '用户研究'],\n",
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       "      'dq': '南通',\n",
       "      'title': 'Regional Product Manager Cranes APAC   亚太区随车吊产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=22&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=22',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'comp': {'compId': 12269387,\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/12269387/',\n",
       "      'compIndustry': '机械/设备',\n",
       "      'compLogo': '5fb5c993b1d9242a23ea315003u.png',\n",
       "      'compName': '三一帕尔菲格特种车辆装备有限公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '54d001c83b72632859a7d64ad9817c9f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '钱女士',\n",
       "      'recruiterTitle': '招聘专员',\n",
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       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257353437%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"1a8d134495ec642f0ef1e946585a18a9\",\"jobId\":\"57353437\",\"imId\":\"54d001c83b72632859a7d64ad9817c9f\",\"imUserType\":\"2\",\"recruiterName\":\"钱女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['ppt', '需求分析', '硬件产品'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20211018102103',\n",
       "      'jobId': '44022163',\n",
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       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1944022163.shtml',\n",
       "      'salary': '13-18k·13薪',\n",
       "      'dq': '深圳',\n",
       "      'title': 'pm产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=23&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=23',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 10047697,\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/10047697/',\n",
       "      'compIndustry': '智能硬件',\n",
       "      'compStage': 'D轮',\n",
       "      'compLogo': '6163dc033df70d56f3b601a406u.png',\n",
       "      'compName': 'BroadLink'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'c01b7239c29322d914c33c05749ae593',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘先生',\n",
       "      'recruiterTitle': '物联网解决方案事业部副总',\n",
       "      'recruiterPhoto': '616d0eaff3e81c74a137689a06u.png',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"jobId\":\"44022163\",\"imId\":\"c01b7239c29322d914c33c05749ae593\",\"imUserType\":\"2\",\"recruiterName\":\"刘先生\",\"recruiterPhoto\":\"616d0eaff3e81c74a137689a06u.png\"}'},\n",
       "    {'job': {'labels': ['to G'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230509140950',\n",
       "      'jobId': '55089575',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1955089575.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海',\n",
       "      'title': 'Product Manager 产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=24&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=24',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 7978881,\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/7978881/',\n",
       "      'compIndustry': '电气机械/器材',\n",
       "      'compLogo': '5bfe9fae74719d2aa34bd17803a.png',\n",
       "      'compName': '范德兰德'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '67300386979fa3d6d6a9d1214a39013b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '孙女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterId': '64ad619618d438cff438b82dd3028b0c'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2255089575%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"64ad619618d438cff438b82dd3028b0c\",\"jobId\":\"55089575\",\"imId\":\"67300386979fa3d6d6a9d1214a39013b\",\"imUserType\":\"2\",\"recruiterName\":\"孙女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['AT变速器', 'SystemVerilog'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230420090348',\n",
       "      'jobId': '53637209',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1953637209.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'title': 'Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=25&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=25',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 8494044,\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8494044/',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compLogo': '643fbaa143179d0688cc8dc104u.png',\n",
       "      'compName': '梅赛德斯-奔驰'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '945255696d7beb2c1118e52d65fb8ab7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '袁女士',\n",
       "      'recruiterTitle': 'HR Recruiting and Marketing',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': 'efd682ffb2d75c5f7925fbb0185fb9fb'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2253637209%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"jobId\":\"53637209\",\"imId\":\"945255696d7beb2c1118e52d65fb8ab7\",\"imUserType\":\"2\",\"recruiterName\":\"袁女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
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       "      'jobId': '49370351',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1949370351.shtml',\n",
       "      'salary': '25-35k·13薪',\n",
       "      'dq': '上海-虹口区',\n",
       "      'title': '产品经理/digtal product manager',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=26&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=26',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 8083523,\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8083523/',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compLogo': '61dbbbc46f9486679feb36c205u.png',\n",
       "      'compName': '沃尔沃汽车中国'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '244c498c451abbc1063dfc1b00f6daab',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '243d415a12abad30e1d708dd7b6c9ab7'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2249370351%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"jobId\":\"49370351\",\"imId\":\"244c498c451abbc1063dfc1b00f6daab\",\"imUserType\":\"2\",\"recruiterName\":\"刘女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '1',\n",
       "      'refreshTime': '20230510152055',\n",
       "      'jobId': '45333283',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/45333283.shtml',\n",
       "      'salary': '20-35k',\n",
       "      'dq': '北京',\n",
       "      'title': 'Product Manager 产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=27&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=27',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'comp': {'compScale': '5000-10000人',\n",
       "      'link': '',\n",
       "      'compIndustry': '医疗器械',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某上海医疗器械公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '73dc899fcabb5dec71de52c3bc0b6279',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '5db658dbd38a3d7423b7b98f07u.jpg',\n",
       "      'recruiterId': '19b1cc53649bd1941886cb07efbbf94a'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245333283%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"19b1cc53649bd1941886cb07efbbf94a\",\"jobId\":\"45333283\",\"imId\":\"73dc899fcabb5dec71de52c3bc0b6279\",\"imUserType\":\"2\",\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"5db658dbd38a3d7423b7b98f07u.jpg\"}'},\n",
       "    {'job': {'labels': ['.NET',\n",
       "       'SystemVerilog',\n",
       "       'ES5',\n",
       "       'ECMAScript 6',\n",
       "       'ECMAScript'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230330082812',\n",
       "      'jobId': '55397811',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1955397811.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'title': 'Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=28&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=28',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'comp': {'compId': 8494044,\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8494044/',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compLogo': '643fbaa143179d0688cc8dc104u.png',\n",
       "      'compName': '梅赛德斯-奔驰'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '3af8fdebe74dbbbe76f5ec2df67915bd',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': '82b656079372824a4b73c7d29c43d41f'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2255397811%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"jobId\":\"55397811\",\"imId\":\"3af8fdebe74dbbbe76f5ec2df67915bd\",\"imUserType\":\"2\",\"recruiterName\":\"陈女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['定价/竞价产品',\n",
       "       '商业产品',\n",
       "       '能源/水利/环保',\n",
       "       '团队管理',\n",
       "       '产品规划',\n",
       "       '市场调研',\n",
       "       '数据分析',\n",
       "       '产品优化',\n",
       "       'Visio'],\n",
       "      'jobKind': '1',\n",
       "      'refreshTime': '20230504113745',\n",
       "      'jobId': '45580247',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/45580247.shtml',\n",
       "      'salary': '20-30k·14薪',\n",
       "      'dq': '北京',\n",
       "      'title': '产品经理 product manager',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=29&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=29',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科及以上'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'link': '',\n",
       "      'compIndustry': '机械/设备',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某知名公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '6b5179a478cfc952c94f4d0c9b7b96ae',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '5d025353d3ced4486478b9de05u.jpg',\n",
       "      'recruiterId': 'b7405e38af44dacc91460d67aa80cefd'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245580247%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"b7405e38af44dacc91460d67aa80cefd\",\"jobId\":\"45580247\",\"imId\":\"6b5179a478cfc952c94f4d0c9b7b96ae\",\"imUserType\":\"2\",\"recruiterName\":\"王先生\",\"recruiterPhoto\":\"5d025353d3ced4486478b9de05u.jpg\"}'},\n",
       "    {'job': {'labels': ['Access'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230503122432',\n",
       "      'jobId': '58241899',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1958241899.shtml',\n",
       "      'salary': '20-35k',\n",
       "      'dq': '上海-嘉定区',\n",
       "      'title': 'Senior Product manager/高级产品经理 (MJ000752)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=30&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=30',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 8083523,\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8083523/',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compLogo': '61dbbbc46f9486679feb36c205u.png',\n",
       "      'compName': '沃尔沃汽车中国'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '244c498c451abbc1063dfc1b00f6daab',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '243d415a12abad30e1d708dd7b6c9ab7'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2258241899%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"jobId\":\"58241899\",\"imId\":\"244c498c451abbc1063dfc1b00f6daab\",\"imUserType\":\"2\",\"recruiterName\":\"刘女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230410000147',\n",
       "      'jobId': '57643575',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957643575.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-虹口区',\n",
       "      'title': 'Digital Product manager/二手车大客户产品经理 (MJ000704)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=31&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=31',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 8083523,\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8083523/',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compLogo': '61dbbbc46f9486679feb36c205u.png',\n",
       "      'compName': '沃尔沃汽车中国'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '244c498c451abbc1063dfc1b00f6daab',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '243d415a12abad30e1d708dd7b6c9ab7'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257643575%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"jobId\":\"57643575\",\"imId\":\"244c498c451abbc1063dfc1b00f6daab\",\"imUserType\":\"2\",\"recruiterName\":\"刘女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230425195617',\n",
       "      'jobId': '57515285',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957515285.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'title': '产品经理，精品/附件/礼品 Product Manager, Merchandise/Accessories/Gifts',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=32',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 8626076,\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8626076/',\n",
       "      'compIndustry': '新能源汽车',\n",
       "      'compLogo': '636685295f464d5d0800357c02u.png',\n",
       "      'compName': '特斯拉汽车（北京）有限公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '112e412ba1711b76d0e00b26797bdaff',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '武女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterId': '38c55ae8e3ae0ae1b21c737e8623b5ec'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257515285%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"38c55ae8e3ae0ae1b21c737e8623b5ec\",\"jobId\":\"57515285\",\"imId\":\"112e412ba1711b76d0e00b26797bdaff\",\"imUserType\":\"2\",\"recruiterName\":\"武女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['Visio'],\n",
       "      'jobKind': '1',\n",
       "      'refreshTime': '20230504113745',\n",
       "      'jobId': '45568067',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/45568067.shtml',\n",
       "      'salary': '20-30k·14薪',\n",
       "      'dq': '北京',\n",
       "      'title': '产品经理 product manager',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=33',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科及以上'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'link': '',\n",
       "      'compIndustry': '机械/设备',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某知名公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '6b5179a478cfc952c94f4d0c9b7b96ae',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '5d025353d3ced4486478b9de05u.jpg',\n",
       "      'recruiterId': 'b7405e38af44dacc91460d67aa80cefd'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245568067%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230509163026',\n",
       "      'jobId': '56880759',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1956880759.shtml',\n",
       "      'salary': '30-50k',\n",
       "      'dq': '北京-西城区',\n",
       "      'title': '中央市场部产品经理（SPM或PM）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'requireWorkYears': '3-5年',\n",
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       "     'comp': {'compId': 10190891,\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/10190891/',\n",
       "      'compIndustry': '制药',\n",
       "      'compStage': 'A轮',\n",
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       "      'compName': '吉林惠升生物制药有限公司'},\n",
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       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '人力经理',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': '2ebffa63c40c1b0419ae7571864f2fce'},\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"jobId\":\"56880759\",\"imId\":\"8ea3caf071bd3fb48b447ad70f1e47eb\",\"imUserType\":\"2\",\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230509163026',\n",
       "      'jobId': '56880761',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1956880761.shtml',\n",
       "      'salary': '30-50k',\n",
       "      'dq': '上海-徐汇区',\n",
       "      'title': '中央市场部产品经理（SPM或PM）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 10190891,\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/10190891/',\n",
       "      'compIndustry': '制药',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '61669ad2a2ad237852e81b9006u.png',\n",
       "      'compName': '吉林惠升生物制药有限公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '8ea3caf071bd3fb48b447ad70f1e47eb',\n",
       "      'imUserType': '2',\n",
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       "      'recruiterTitle': '人力经理',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': '2ebffa63c40c1b0419ae7571864f2fce'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2256880761%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"jobId\":\"56880761\",\"imId\":\"8ea3caf071bd3fb48b447ad70f1e47eb\",\"imUserType\":\"2\",\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['AT变速器', 'SystemVerilog'],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230420090336',\n",
       "      'jobId': '53637169',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1953637169.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '北京-朝阳区',\n",
       "      'title': 'Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'comp': {'compId': 8494044,\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8494044/',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compLogo': '643fbaa143179d0688cc8dc104u.png',\n",
       "      'compName': '梅赛德斯-奔驰'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '945255696d7beb2c1118e52d65fb8ab7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '袁女士',\n",
       "      'recruiterTitle': 'HR Recruiting and Marketing',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': 'efd682ffb2d75c5f7925fbb0185fb9fb'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2253637169%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"jobId\":\"53637169\",\"imId\":\"945255696d7beb2c1118e52d65fb8ab7\",\"imUserType\":\"2\",\"recruiterName\":\"袁女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '1',\n",
       "      'refreshTime': '20230410111209',\n",
       "      'jobId': '45076591',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/45076591.shtml',\n",
       "      'salary': '18-35k·15薪',\n",
       "      'dq': '上海',\n",
       "      'title': 'Digital Product Manager 数字化产品经理',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科及以上'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'link': '',\n",
       "      'compIndustry': '人工智能',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某上海世界500强上市公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'ec9a36b9bba9733b063dfc1b00f6daab',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '谭女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '614bd971e16e7c5fcd618bb203u.jpg',\n",
       "      'recruiterId': 'e103def01abd83afbf9520562afc3297'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245076591%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"e103def01abd83afbf9520562afc3297\",\"jobId\":\"45076591\",\"imId\":\"ec9a36b9bba9733b063dfc1b00f6daab\",\"imUserType\":\"2\",\"recruiterName\":\"谭女士\",\"recruiterPhoto\":\"614bd971e16e7c5fcd618bb203u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '1',\n",
       "      'refreshTime': '20230510095739',\n",
       "      'jobId': '45464763',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/45464763.shtml',\n",
       "      'salary': '25-26k·13薪',\n",
       "      'dq': '无锡-宜兴',\n",
       "      'title': 'Module Product Manager-组件产品经理-35万江浙沪居家办公英文好',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'link': '',\n",
       "      'compIndustry': '新能源',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某天津新能源公司'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'da07ae4787d2d1251837546e45eb3a29',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '柳女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '5f8fa3bddfb13a7dee343d7608u.png',\n",
       "      'recruiterId': '9ee3877d8931e49e5c2ea0ec0eb7226c'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245464763%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"9ee3877d8931e49e5c2ea0ec0eb7226c\",\"jobId\":\"45464763\",\"imId\":\"da07ae4787d2d1251837546e45eb3a29\",\"imUserType\":\"2\",\"recruiterName\":\"柳女士\",\"recruiterPhoto\":\"5f8fa3bddfb13a7dee343d7608u.png\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230508133259',\n",
       "      'jobId': '56650623',\n",
       "      'advViewFlag': False,\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1956650623.shtml',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-长宁区',\n",
       "      'title': '产品经理PM',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'comp': {'compId': 9876601,\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/9876601/',\n",
       "      'compIndustry': '制药',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5c74ac09509919c4f502595d06u.png',\n",
       "      'compName': '德琪医药'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'ab42d6e19660962567766a03c68ce883',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': 'e4c938271d9680180002a1a49c017b86'},\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2256650623%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"e4c938271d9680180002a1a49c017b86\",\"jobId\":\"56650623\",\"imId\":\"ab42d6e19660962567766a03c68ce883\",\"imUserType\":\"2\",\"recruiterName\":\"朱女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'scene': 'input',\n",
       "   'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'},\n",
       "  'pagination': {'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'currentPage': 0,\n",
       "   'hasNext': False,\n",
       "   'totalCounts': 807}}}"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_liepin = r.json()\n",
    "data_liepin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "40fd499b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "99d9c0e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"jobId\":\"...</td>\n",
       "      <td>[智慧城市, 原型设计, 交互设计, 需求分析, AI人工智能产品, 产品设计, 用户研究,...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>58411261</td>\n",
       "      <td>...</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/12255279/</td>\n",
       "      <td>张女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>48e78696027a4c955d887c62117912b0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>8a18c3c74f738e01fbff9be81f987e70</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>58002363</td>\n",
       "      <td>...</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/9720899/</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>561ff6e28a2e9cb4aa6795a3148228ff</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e478580dede58f33b410edb79f6d12d0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"马先生\",\"jobId\":\"...</td>\n",
       "      <td>[平台产品, 产品规划, 商业产品, SaaS产品, to B, 产品设计, 市场调研, 用...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>郑州-高新区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>58158219</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8391173/</td>\n",
       "      <td>马先生</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>87ab1a2f983e65d046503bbeedd3ac36</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>d44e00f24189031c3cb3ead7fc3b886f</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"jobId\":\"...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>50965433</td>\n",
       "      <td>...</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"jobId\":\"...</td>\n",
       "      <td>[数据产品, 数据挖掘, 数据分析, 产品规划]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>深圳</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>36908035</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "      <td>4a4ece35206ffdf578f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>d4be0c7af21e622076f4668dbe33f725</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"鱼女士\",\"jobId\":\"...</td>\n",
       "      <td>[商业产品, 计算机软件, 需求分析, 需求说明]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>成都</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>45447327</td>\n",
       "      <td>...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/3215924/</td>\n",
       "      <td>鱼女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>05e66dde1f5469778fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>3ebcddd9b3193ceafb68be0b3ae411e1</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"邱先生\",\"jobId\":\"...</td>\n",
       "      <td>[产品设计, saas]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>28814467</td>\n",
       "      <td>...</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/12261483/</td>\n",
       "      <td>邱先生</td>\n",
       "      <td>区域总经理</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>7ac9225ebe147c72937a45d7910778f0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>268b78cf04b4cef281e37a42dfcc231f</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterName\":\"秦女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>南京</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>43688015</td>\n",
       "      <td>...</td>\n",
       "      <td>家电</td>\n",
       "      <td></td>\n",
       "      <td>秦女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>54d0c343712e13549ab2b96701a.jpg</td>\n",
       "      <td>9418ebe85ff332046042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>a39e65ec739c49f5f63871c18e9f3afc</td>\n",
       "      <td>不需要融资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"叶女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>48531427</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/8008979/</td>\n",
       "      <td>叶女士</td>\n",
       "      <td>高级人事专员</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>993247f23540bc9a1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>3d38444cf16082b86af796bc41f43a15</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"...</td>\n",
       "      <td>[语音产品, AI人工智能产品, 内容产品, 数据产品, 人工智能, 汽车行业, 产品设计,...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>合肥-蜀山区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>58337417</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/9420857/</td>\n",
       "      <td>王女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>406ead67a531d2ca48a9b17aa99e4079</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>aaa7bdcdf853e965041839fde0ee9c70</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"祝女士\",\"jobId\":\"...</td>\n",
       "      <td>[竞品分析, 产品策略, 市场分析, 产品定义, 用户体验, 需求分析, 新产品提案]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>深圳</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>32526369</td>\n",
       "      <td>...</td>\n",
       "      <td>新能源</td>\n",
       "      <td>https://www.liepin.com/company/8925182/</td>\n",
       "      <td>祝女士</td>\n",
       "      <td>Regional Sr. HRBP</td>\n",
       "      <td>60bef91a67e2645716093e3606u.png</td>\n",
       "      <td>c5a554bd369f7ddac0e770cd23fcb1ad</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>c2a29033a4fe825502099587be9f7a60</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterName\":\"孙女士\",\"jobId\":\"...</td>\n",
       "      <td>[产品规划, 团队管理]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>天津</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>44892841</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td></td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6124674cfeab1239c90f01d601u.png</td>\n",
       "      <td>7e851e39422316a9c051c4e7ef49e137</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>353e506e435b98110f03be3f8eb70477</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"莫女士\",\"jobId\":\"...</td>\n",
       "      <td>[消费品, to B, to C]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>57513633</td>\n",
       "      <td>...</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>https://www.liepin.com/company/13284053/</td>\n",
       "      <td>莫女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>0c122be63ff4cf4914a61a37fde98ddb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>837ab62c1f084d82ee8885bfb3c21038</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"宋女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>49536051</td>\n",
       "      <td>...</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>https://www.liepin.com/company/9705876/</td>\n",
       "      <td>宋女士</td>\n",
       "      <td>人力资源专员/助理</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>ce7ccd785f8b8d8845913e3a4abf94f3</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5a4c262d8885e9942c69f434aaa14096</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"钱女士\",\"jobId\":\"...</td>\n",
       "      <td>[化妆品, 需求调研, 市场调研, 外贸跟单, 化妆品彩妆, 彩妆师, 国际业务, 产品开发]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-金山区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>52713741</td>\n",
       "      <td>...</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/12570777/</td>\n",
       "      <td>钱女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>1904fde5069a486b1e0eee8bcfc0b74c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>522b70c57cba715dd46a0f0f54e5be47</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"孙女士\",\"jobId\":\"...</td>\n",
       "      <td>[金融产品, 策略产品, 金融行业, IT互联网, 互联网金融, 产品规划, 移动端产品, ...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>56286627</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8055349/</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>5a9f63498e509036ebf34f6d06a.png</td>\n",
       "      <td>7aa0d8a46d39fb2b62cb88e0a323364d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>6ba963bf320d184de99485503740fff1</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"马先生\",\"jobId\":\"...</td>\n",
       "      <td>[电商产品经理  ]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>56742421</td>\n",
       "      <td>...</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/12250069/</td>\n",
       "      <td>马先生</td>\n",
       "      <td>hr主管</td>\n",
       "      <td>6221c7f64c56d92afb77eebe03u.png</td>\n",
       "      <td>cd4881a0ca4e72908868111a467b66bb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>c680de1a3cee3bf025e0bf90184688b3</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"王先生\",\"jobId\":\"...</td>\n",
       "      <td>[工具产品, 画像产品, 消费品, 产品规划, 用户研究]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>57157065</td>\n",
       "      <td>...</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/852976/</td>\n",
       "      <td>王先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>598e3261a17f043a9da65a0dc5ff9f3d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>d63f4978d5082c5a3c17040eac6965ff</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"潘先生\",\"jobId\":\"...</td>\n",
       "      <td>[客户端产品, 电商产品, CRM系统, 奢侈品, IT互联网, 电子商务, 产品规划, 团...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>58369029</td>\n",
       "      <td>...</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>https://www.liepin.com/company/10141403/</td>\n",
       "      <td>潘先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>f49ecf56540b4238cb8db5f39dbf4c7c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>f8e0777d2639f3b136dc3408ce30922b</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"卢先生\",\"jobId\":\"...</td>\n",
       "      <td>[客户端产品, 推荐产品]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>53177995</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/1051482/</td>\n",
       "      <td>卢先生</td>\n",
       "      <td>COE-招聘专家</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>3f635980fd134cda9da65a0dc5ff9f3d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>38257b39145a161601e34eb19c58fa5c</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"钱女士\",\"jobId\":\"...</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>南通</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>56729675</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/12269387/</td>\n",
       "      <td>钱女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1a8d134495ec642f0ef1e946585a18a9</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"吴先生\",\"jobId\":\"...</td>\n",
       "      <td>[数据产品, 计算机软件, to B, 产品规划, 产品设计, 原型设计, ERP产品, 需...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>嘉兴-海盐县</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>53550065</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/9655065/</td>\n",
       "      <td>吴先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>6384709c34e8df2c1c647dda07u.png</td>\n",
       "      <td>273743b73b8b405cb8186adbf6c31dd6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>bd41282741832b495d14fcb327ba54e1</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"钱女士\",\"jobId\":\"...</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 产品规划, 团队管理, 用户研究]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>南通</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>57353437</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/12269387/</td>\n",
       "      <td>钱女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1a8d134495ec642f0ef1e946585a18a9</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"刘先生\",\"jobId\":\"...</td>\n",
       "      <td>[ppt, 需求分析, 硬件产品]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>深圳</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>44022163</td>\n",
       "      <td>...</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>https://www.liepin.com/company/10047697/</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>物联网解决方案事业部副总</td>\n",
       "      <td>616d0eaff3e81c74a137689a06u.png</td>\n",
       "      <td>c01b7239c29322d914c33c05749ae593</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>c204e12c186b70d57858b553fb56c213</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"孙女士\",\"jobId\":\"...</td>\n",
       "      <td>[to G]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>55089575</td>\n",
       "      <td>...</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>https://www.liepin.com/company/7978881/</td>\n",
       "      <td>孙女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>67300386979fa3d6d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>64ad619618d438cff438b82dd3028b0c</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"袁女士\",\"jobId\":\"...</td>\n",
       "      <td>[AT变速器, SystemVerilog]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>53637209</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>袁女士</td>\n",
       "      <td>HR Recruiting and Marketing</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>945255696d7beb2c1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>efd682ffb2d75c5f7925fbb0185fb9fb</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-虹口区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>49370351</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8083523/</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterName\":\"王女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>北京</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>45333283</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>王女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5db658dbd38a3d7423b7b98f07u.jpg</td>\n",
       "      <td>73dc899fcabb5dec71de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>19b1cc53649bd1941886cb07efbbf94a</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...</td>\n",
       "      <td>[.NET, SystemVerilog, ES5, ECMAScript 6, ECMAS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>55397811</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>3af8fdebe74dbbbe76f5ec2df67915bd</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>82b656079372824a4b73c7d29c43d41f</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterName\":\"王先生\",\"jobId\":\"...</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 能源/水利/环保, 团队管理, 产品规划, 市场调研, 数据...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>北京</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>45580247</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td></td>\n",
       "      <td>王先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5d025353d3ced4486478b9de05u.jpg</td>\n",
       "      <td>6b5179a478cfc952c94f4d0c9b7b96ae</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>b7405e38af44dacc91460d67aa80cefd</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...</td>\n",
       "      <td>[Access]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-嘉定区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>58241899</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8083523/</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-虹口区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>57643575</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8083523/</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"武女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>57515285</td>\n",
       "      <td>...</td>\n",
       "      <td>新能源汽车</td>\n",
       "      <td>https://www.liepin.com/company/8626076/</td>\n",
       "      <td>武女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>112e412ba1711b76d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>38c55ae8e3ae0ae1b21c737e8623b5ec</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterName\":\"王先生\",\"jobId\":\"...</td>\n",
       "      <td>[Visio]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>北京</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>45568067</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td></td>\n",
       "      <td>王先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5d025353d3ced4486478b9de05u.jpg</td>\n",
       "      <td>6b5179a478cfc952c94f4d0c9b7b96ae</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>b7405e38af44dacc91460d67aa80cefd</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>北京-西城区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>56880759</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/10190891/</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力经理</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8ea3caf071bd3fb48b447ad70f1e47eb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2ebffa63c40c1b0419ae7571864f2fce</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>56880761</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/10190891/</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力经理</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8ea3caf071bd3fb48b447ad70f1e47eb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2ebffa63c40c1b0419ae7571864f2fce</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"袁女士\",\"jobId\":\"...</td>\n",
       "      <td>[AT变速器, SystemVerilog]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>53637169</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>袁女士</td>\n",
       "      <td>HR Recruiting and Marketing</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>945255696d7beb2c1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>efd682ffb2d75c5f7925fbb0185fb9fb</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterName\":\"谭女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>上海</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>45076591</td>\n",
       "      <td>...</td>\n",
       "      <td>人工智能</td>\n",
       "      <td></td>\n",
       "      <td>谭女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>614bd971e16e7c5fcd618bb203u.jpg</td>\n",
       "      <td>ec9a36b9bba9733b063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e103def01abd83afbf9520562afc3297</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterName\":\"柳女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>无锡-宜兴</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>45464763</td>\n",
       "      <td>...</td>\n",
       "      <td>新能源</td>\n",
       "      <td></td>\n",
       "      <td>柳女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>da07ae4787d2d1251837546e45eb3a29</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>9ee3877d8931e49e5c2ea0ec0eb7226c</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterName\":\"朱女士\",\"jobId\":\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>56650623</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/9876601/</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>ab42d6e19660962567766a03c68ce883</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e4c938271d9680180002a1a49c017b86</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"jobId\":\"...   \n",
       "1   {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...   \n",
       "2   {\"jobKind\":\"2\",\"recruiterName\":\"马先生\",\"jobId\":\"...   \n",
       "3   {\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"jobId\":\"...   \n",
       "4   {\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"jobId\":\"...   \n",
       "5   {\"jobKind\":\"2\",\"recruiterName\":\"鱼女士\",\"jobId\":\"...   \n",
       "6   {\"jobKind\":\"2\",\"recruiterName\":\"邱先生\",\"jobId\":\"...   \n",
       "7   {\"jobKind\":\"1\",\"recruiterName\":\"秦女士\",\"jobId\":\"...   \n",
       "8   {\"jobKind\":\"2\",\"recruiterName\":\"叶女士\",\"jobId\":\"...   \n",
       "9   {\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"...   \n",
       "10  {\"jobKind\":\"2\",\"recruiterName\":\"祝女士\",\"jobId\":\"...   \n",
       "11  {\"jobKind\":\"1\",\"recruiterName\":\"孙女士\",\"jobId\":\"...   \n",
       "12  {\"jobKind\":\"2\",\"recruiterName\":\"莫女士\",\"jobId\":\"...   \n",
       "13  {\"jobKind\":\"2\",\"recruiterName\":\"宋女士\",\"jobId\":\"...   \n",
       "14  {\"jobKind\":\"2\",\"recruiterName\":\"钱女士\",\"jobId\":\"...   \n",
       "15  {\"jobKind\":\"2\",\"recruiterName\":\"孙女士\",\"jobId\":\"...   \n",
       "16  {\"jobKind\":\"2\",\"recruiterName\":\"马先生\",\"jobId\":\"...   \n",
       "17  {\"jobKind\":\"2\",\"recruiterName\":\"王先生\",\"jobId\":\"...   \n",
       "18  {\"jobKind\":\"2\",\"recruiterName\":\"潘先生\",\"jobId\":\"...   \n",
       "19  {\"jobKind\":\"2\",\"recruiterName\":\"卢先生\",\"jobId\":\"...   \n",
       "20  {\"jobKind\":\"2\",\"recruiterName\":\"钱女士\",\"jobId\":\"...   \n",
       "21  {\"jobKind\":\"2\",\"recruiterName\":\"吴先生\",\"jobId\":\"...   \n",
       "22  {\"jobKind\":\"2\",\"recruiterName\":\"钱女士\",\"jobId\":\"...   \n",
       "23  {\"jobKind\":\"2\",\"recruiterName\":\"刘先生\",\"jobId\":\"...   \n",
       "24  {\"jobKind\":\"2\",\"recruiterName\":\"孙女士\",\"jobId\":\"...   \n",
       "25  {\"jobKind\":\"2\",\"recruiterName\":\"袁女士\",\"jobId\":\"...   \n",
       "26  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...   \n",
       "27  {\"jobKind\":\"1\",\"recruiterName\":\"王女士\",\"jobId\":\"...   \n",
       "28  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       "29  {\"jobKind\":\"1\",\"recruiterName\":\"王先生\",\"jobId\":\"...   \n",
       "30  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...   \n",
       "31  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...   \n",
       "32  {\"jobKind\":\"2\",\"recruiterName\":\"武女士\",\"jobId\":\"...   \n",
       "33  {\"jobKind\":\"1\",\"recruiterName\":\"王先生\",\"jobId\":\"...   \n",
       "34  {\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"...   \n",
       "35  {\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"...   \n",
       "36  {\"jobKind\":\"2\",\"recruiterName\":\"袁女士\",\"jobId\":\"...   \n",
       "37  {\"jobKind\":\"1\",\"recruiterName\":\"谭女士\",\"jobId\":\"...   \n",
       "38  {\"jobKind\":\"1\",\"recruiterName\":\"柳女士\",\"jobId\":\"...   \n",
       "39  {\"jobKind\":\"2\",\"recruiterName\":\"朱女士\",\"jobId\":\"...   \n",
       "\n",
       "                                           job.labels job.pcOuterLink  \\\n",
       "0   [智慧城市, 原型设计, 交互设计, 需求分析, AI人工智能产品, 产品设计, 用户研究,...                   \n",
       "1                                  [产品开发, 产品规划, 产品运营]                   \n",
       "2   [平台产品, 产品规划, 商业产品, SaaS产品, to B, 产品设计, 市场调研, 用...                   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...                   \n",
       "4                            [数据产品, 数据挖掘, 数据分析, 产品规划]                   \n",
       "5                           [商业产品, 计算机软件, 需求分析, 需求说明]                   \n",
       "6                                        [产品设计, saas]                   \n",
       "7                                                  []             NaN   \n",
       "8                                                  []                   \n",
       "9   [语音产品, AI人工智能产品, 内容产品, 数据产品, 人工智能, 汽车行业, 产品设计,...                   \n",
       "10        [竞品分析, 产品策略, 市场分析, 产品定义, 用户体验, 需求分析, 新产品提案]                   \n",
       "11                                       [产品规划, 团队管理]             NaN   \n",
       "12                                  [消费品, to B, to C]                   \n",
       "13                                                 []                   \n",
       "14    [化妆品, 需求调研, 市场调研, 外贸跟单, 化妆品彩妆, 彩妆师, 国际业务, 产品开发]                   \n",
       "15  [金融产品, 策略产品, 金融行业, IT互联网, 互联网金融, 产品规划, 移动端产品, ...                   \n",
       "16                                         [电商产品经理  ]                   \n",
       "17                      [工具产品, 画像产品, 消费品, 产品规划, 用户研究]                   \n",
       "18  [客户端产品, 电商产品, CRM系统, 奢侈品, IT互联网, 电子商务, 产品规划, 团...                   \n",
       "19                                      [客户端产品, 推荐产品]                   \n",
       "20                  [定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]                   \n",
       "21  [数据产品, 计算机软件, to B, 产品规划, 产品设计, 原型设计, ERP产品, 需...                   \n",
       "22                  [定价/竞价产品, 商业产品, 产品规划, 团队管理, 用户研究]                   \n",
       "23                                  [ppt, 需求分析, 硬件产品]                   \n",
       "24                                             [to G]                   \n",
       "25                             [AT变速器, SystemVerilog]                   \n",
       "26                                                 []                   \n",
       "27                                                 []             NaN   \n",
       "28  [.NET, SystemVerilog, ES5, ECMAScript 6, ECMAS...                   \n",
       "29  [定价/竞价产品, 商业产品, 能源/水利/环保, 团队管理, 产品规划, 市场调研, 数据...             NaN   \n",
       "30                                           [Access]                   \n",
       "31                                                 []                   \n",
       "32                                                 []                   \n",
       "33                                            [Visio]             NaN   \n",
       "34                                                 []                   \n",
       "35                                                 []                   \n",
       "36                             [AT变速器, SystemVerilog]                   \n",
       "37                                                 []             NaN   \n",
       "38                                                 []             NaN   \n",
       "39                                                 []                   \n",
       "\n",
       "   job.h5OuterLink job.jobKind   job.dq job.requireWorkYears  \\\n",
       "0                            2   深圳-南山区                 3-5年   \n",
       "1                            2   广州-越秀区                 1-3年   \n",
       "2                            2   郑州-高新区                5-10年   \n",
       "3                            2   广州-天河区                 3-5年   \n",
       "4                            2       深圳                5-10年   \n",
       "5                            2       成都                 经验不限   \n",
       "6                            2  上海-浦东新区                 3-5年   \n",
       "7              NaN           1       南京                10年以上   \n",
       "8                            2       上海                10年以上   \n",
       "9                            2   合肥-蜀山区                 3-5年   \n",
       "10                           2       深圳                5-10年   \n",
       "11             NaN           1       天津                 3-5年   \n",
       "12                           2   上海-徐汇区                5-10年   \n",
       "13                           2   上海-长宁区                 1-3年   \n",
       "14                           2   上海-金山区                 1-3年   \n",
       "15                           2       上海                 3-5年   \n",
       "16                           2   北京-海淀区                5-10年   \n",
       "17                           2   深圳-宝安区                 3-5年   \n",
       "18                           2       上海                 3-5年   \n",
       "19                           2   北京-朝阳区                 3-5年   \n",
       "20                           2       南通                5-10年   \n",
       "21                           2   嘉兴-海盐县                 3-5年   \n",
       "22                           2       南通                5-10年   \n",
       "23                           2       深圳                 经验不限   \n",
       "24                           2       上海                5-10年   \n",
       "25                           2  上海-浦东新区                 经验不限   \n",
       "26                           2   上海-虹口区                5-10年   \n",
       "27             NaN           1       北京                 3-5年   \n",
       "28                           2  上海-浦东新区                5-10年   \n",
       "29             NaN           1       北京                5-10年   \n",
       "30                           2   上海-嘉定区                 经验不限   \n",
       "31                           2   上海-虹口区                 经验不限   \n",
       "32                           2  上海-浦东新区                5-10年   \n",
       "33             NaN           1       北京                5-10年   \n",
       "34                           2   北京-西城区                 3-5年   \n",
       "35                           2   上海-徐汇区                 3-5年   \n",
       "36                           2   北京-朝阳区                 经验不限   \n",
       "37             NaN           1       上海                 3-5年   \n",
       "38             NaN           1    无锡-宜兴                5-10年   \n",
       "39                           2   上海-长宁区                5-10年   \n",
       "\n",
       "   job.requireEduLevel job.jobId  ... comp.compIndustry  \\\n",
       "0                   本科  58411261  ...              人工智能   \n",
       "1                   大专  58002363  ...             批发/零售   \n",
       "2                   本科  58158219  ...               互联网   \n",
       "3                   硕士  50965433  ...            贸易/进出口   \n",
       "4                 学历不限  36908035  ...               互联网   \n",
       "5                   本科  45447327  ...             计算机软件   \n",
       "6                   本科  28814467  ...              培训服务   \n",
       "7                本科及以上  43688015  ...                家电   \n",
       "8                 统招本科  48531427  ...             机械/设备   \n",
       "9                   本科  58337417  ...               互联网   \n",
       "10                  本科  32526369  ...               新能源   \n",
       "11               本科及以上  44892841  ...            人力资源服务   \n",
       "12                  本科  57513633  ...          货运/物流/仓储   \n",
       "13                  本科  49536051  ...          食品/饮料/酒水   \n",
       "14                  大专  52713741  ...            专业技术服务   \n",
       "15                  本科  56286627  ...               互联网   \n",
       "16                  大专  56742421  ...            专业技术服务   \n",
       "17                统招本科  57157065  ...       电子/半导体/集成电路   \n",
       "18                统招本科  58369029  ...              电子商务   \n",
       "19                  本科  53177995  ...               互联网   \n",
       "20                  本科  56729675  ...             机械/设备   \n",
       "21                  本科  53550065  ...              IT服务   \n",
       "22                  硕士  57353437  ...             机械/设备   \n",
       "23                  本科  44022163  ...              智能硬件   \n",
       "24                  本科  55089575  ...           电气机械/器材   \n",
       "25                  本科  53637209  ...              整车制造   \n",
       "26                  本科  49370351  ...              整车制造   \n",
       "27                统招本科  45333283  ...              医疗器械   \n",
       "28                统招本科  55397811  ...              整车制造   \n",
       "29               本科及以上  45580247  ...             机械/设备   \n",
       "30                  本科  58241899  ...              整车制造   \n",
       "31                  本科  57643575  ...              整车制造   \n",
       "32                  本科  57515285  ...             新能源汽车   \n",
       "33               本科及以上  45568067  ...             机械/设备   \n",
       "34                  本科  56880759  ...                制药   \n",
       "35                  本科  56880761  ...                制药   \n",
       "36                  本科  53637169  ...              整车制造   \n",
       "37               本科及以上  45076591  ...              人工智能   \n",
       "38                统招本科  45464763  ...               新能源   \n",
       "39                  硕士  56650623  ...                制药   \n",
       "\n",
       "                                   comp.link recruiter.recruiterName  \\\n",
       "0   https://www.liepin.com/company/12255279/                     张女士   \n",
       "1    https://www.liepin.com/company/9720899/                     刘女士   \n",
       "2    https://www.liepin.com/company/8391173/                     马先生   \n",
       "3    https://www.liepin.com/company/8112968/                     吴女士   \n",
       "4    https://www.liepin.com/company/1072424/                     陈先生   \n",
       "5    https://www.liepin.com/company/3215924/                     鱼女士   \n",
       "6   https://www.liepin.com/company/12261483/                     邱先生   \n",
       "7                                                                秦女士   \n",
       "8    https://www.liepin.com/company/8008979/                     叶女士   \n",
       "9    https://www.liepin.com/company/9420857/                     王女士   \n",
       "10   https://www.liepin.com/company/8925182/                     祝女士   \n",
       "11                                                               孙女士   \n",
       "12  https://www.liepin.com/company/13284053/                     莫女士   \n",
       "13   https://www.liepin.com/company/9705876/                     宋女士   \n",
       "14  https://www.liepin.com/company/12570777/                     钱女士   \n",
       "15   https://www.liepin.com/company/8055349/                     孙女士   \n",
       "16  https://www.liepin.com/company/12250069/                     马先生   \n",
       "17    https://www.liepin.com/company/852976/                     王先生   \n",
       "18  https://www.liepin.com/company/10141403/                     潘先生   \n",
       "19   https://www.liepin.com/company/1051482/                     卢先生   \n",
       "20  https://www.liepin.com/company/12269387/                     钱女士   \n",
       "21   https://www.liepin.com/company/9655065/                     吴先生   \n",
       "22  https://www.liepin.com/company/12269387/                     钱女士   \n",
       "23  https://www.liepin.com/company/10047697/                     刘先生   \n",
       "24   https://www.liepin.com/company/7978881/                     孙女士   \n",
       "25   https://www.liepin.com/company/8494044/                     袁女士   \n",
       "26   https://www.liepin.com/company/8083523/                     刘女士   \n",
       "27                                                               王女士   \n",
       "28   https://www.liepin.com/company/8494044/                     陈女士   \n",
       "29                                                               王先生   \n",
       "30   https://www.liepin.com/company/8083523/                     刘女士   \n",
       "31   https://www.liepin.com/company/8083523/                     刘女士   \n",
       "32   https://www.liepin.com/company/8626076/                     武女士   \n",
       "33                                                               王先生   \n",
       "34  https://www.liepin.com/company/10190891/                     王女士   \n",
       "35  https://www.liepin.com/company/10190891/                     王女士   \n",
       "36   https://www.liepin.com/company/8494044/                     袁女士   \n",
       "37                                                               谭女士   \n",
       "38                                                               柳女士   \n",
       "39   https://www.liepin.com/company/9876601/                     朱女士   \n",
       "\n",
       "       recruiter.recruiterTitle         recruiter.recruiterPhoto  \\\n",
       "0                            HR  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "1                          人事经理  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "2                        人力资源经理  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "3                 HR Specialist  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "4                          招聘经理  57c4e9d345ce9f0a74a9b8cd04a.png   \n",
       "5                            HR  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "6                         区域总经理  5f8f986aea60860b75384fab08u.jpg   \n",
       "7                          猎头顾问  54d0c343712e13549ab2b96701a.jpg   \n",
       "8                        高级人事专员  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "9                            HR  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "10            Regional Sr. HRBP  60bef91a67e2645716093e3606u.png   \n",
       "11                         猎头顾问  6124674cfeab1239c90f01d601u.png   \n",
       "12                         人事经理  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "13                    人力资源专员/助理  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "14                               5f8f98648dbe6273dcf8515508u.jpg   \n",
       "15                 人力资源伙伴(HRBP)  5a9f63498e509036ebf34f6d06a.png   \n",
       "16                         hr主管  6221c7f64c56d92afb77eebe03u.png   \n",
       "17                         招聘经理  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "18                         HRBP  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "19                     COE-招聘专家  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "20                         招聘专员  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "21                           HR  6384709c34e8df2c1c647dda07u.png   \n",
       "22                         招聘专员  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "23                 物联网解决方案事业部副总  616d0eaff3e81c74a137689a06u.png   \n",
       "24                               5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "25  HR Recruiting and Marketing  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "26                           HR  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "27                         猎头顾问  5db658dbd38a3d7423b7b98f07u.jpg   \n",
       "28                         招聘经理  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "29                         猎头顾问  5d025353d3ced4486478b9de05u.jpg   \n",
       "30                           HR  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "31                           HR  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "32                         招聘主管  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "33                         猎头顾问  5d025353d3ced4486478b9de05u.jpg   \n",
       "34                         人力经理  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "35                         人力经理  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "36  HR Recruiting and Marketing  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "37                         猎头顾问  614bd971e16e7c5fcd618bb203u.jpg   \n",
       "38                         猎头顾问  5f8fa3bddfb13a7dee343d7608u.png   \n",
       "39                           HR  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  recruiter.chatted  \\\n",
       "0   48e78696027a4c955d887c62117912b0                    2              False   \n",
       "1   561ff6e28a2e9cb4aa6795a3148228ff                    2              False   \n",
       "2   87ab1a2f983e65d046503bbeedd3ac36                    2              False   \n",
       "3   0ce6f53a162e27cc9427b88c78d2ff1f                    2              False   \n",
       "4   4a4ece35206ffdf578f5885b11a76839                    2              False   \n",
       "5   05e66dde1f5469778fa263ed17de85b1                    2              False   \n",
       "6   7ac9225ebe147c72937a45d7910778f0                    2              False   \n",
       "7   9418ebe85ff332046042c177f0a1d2b1                    2              False   \n",
       "8   993247f23540bc9a1118e52d65fb8ab7                    2              False   \n",
       "9   406ead67a531d2ca48a9b17aa99e4079                    2              False   \n",
       "10  c5a554bd369f7ddac0e770cd23fcb1ad                    2              False   \n",
       "11  7e851e39422316a9c051c4e7ef49e137                    2              False   \n",
       "12  0c122be63ff4cf4914a61a37fde98ddb                    2              False   \n",
       "13  ce7ccd785f8b8d8845913e3a4abf94f3                    2              False   \n",
       "14  1904fde5069a486b1e0eee8bcfc0b74c                    2              False   \n",
       "15  7aa0d8a46d39fb2b62cb88e0a323364d                    2              False   \n",
       "16  cd4881a0ca4e72908868111a467b66bb                    2              False   \n",
       "17  598e3261a17f043a9da65a0dc5ff9f3d                    2              False   \n",
       "18  f49ecf56540b4238cb8db5f39dbf4c7c                    2              False   \n",
       "19  3f635980fd134cda9da65a0dc5ff9f3d                    2              False   \n",
       "20  54d001c83b72632859a7d64ad9817c9f                    2              False   \n",
       "21  273743b73b8b405cb8186adbf6c31dd6                    2              False   \n",
       "22  54d001c83b72632859a7d64ad9817c9f                    2              False   \n",
       "23  c01b7239c29322d914c33c05749ae593                    2              False   \n",
       "24  67300386979fa3d6d6a9d1214a39013b                    2              False   \n",
       "25  945255696d7beb2c1118e52d65fb8ab7                    2              False   \n",
       "26  244c498c451abbc1063dfc1b00f6daab                    2              False   \n",
       "27  73dc899fcabb5dec71de52c3bc0b6279                    2              False   \n",
       "28  3af8fdebe74dbbbe76f5ec2df67915bd                    2              False   \n",
       "29  6b5179a478cfc952c94f4d0c9b7b96ae                    2              False   \n",
       "30  244c498c451abbc1063dfc1b00f6daab                    2              False   \n",
       "31  244c498c451abbc1063dfc1b00f6daab                    2              False   \n",
       "32  112e412ba1711b76d0e00b26797bdaff                    2              False   \n",
       "33  6b5179a478cfc952c94f4d0c9b7b96ae                    2              False   \n",
       "34  8ea3caf071bd3fb48b447ad70f1e47eb                    2              False   \n",
       "35  8ea3caf071bd3fb48b447ad70f1e47eb                    2              False   \n",
       "36  945255696d7beb2c1118e52d65fb8ab7                    2              False   \n",
       "37  ec9a36b9bba9733b063dfc1b00f6daab                    2              False   \n",
       "38  da07ae4787d2d1251837546e45eb3a29                    2              False   \n",
       "39  ab42d6e19660962567766a03c68ce883                    2              False   \n",
       "\n",
       "               recruiter.recruiterId comp.compStage  \n",
       "0   8a18c3c74f738e01fbff9be81f987e70            NaN  \n",
       "1   e478580dede58f33b410edb79f6d12d0            NaN  \n",
       "2   d44e00f24189031c3cb3ead7fc3b886f          融资未公开  \n",
       "3   14799e1bef289c70aa9b550257de7ea8            NaN  \n",
       "4   d4be0c7af21e622076f4668dbe33f725           港股上市  \n",
       "5   3ebcddd9b3193ceafb68be0b3ae411e1             C轮  \n",
       "6   268b78cf04b4cef281e37a42dfcc231f            NaN  \n",
       "7   a39e65ec739c49f5f63871c18e9f3afc          不需要融资  \n",
       "8   3d38444cf16082b86af796bc41f43a15            NaN  \n",
       "9   aaa7bdcdf853e965041839fde0ee9c70            NaN  \n",
       "10  c2a29033a4fe825502099587be9f7a60             D轮  \n",
       "11  353e506e435b98110f03be3f8eb70477            NaN  \n",
       "12  837ab62c1f084d82ee8885bfb3c21038           美股上市  \n",
       "13  5a4c262d8885e9942c69f434aaa14096             B轮  \n",
       "14  522b70c57cba715dd46a0f0f54e5be47            NaN  \n",
       "15  6ba963bf320d184de99485503740fff1             其他  \n",
       "16  c680de1a3cee3bf025e0bf90184688b3          融资未公开  \n",
       "17  d63f4978d5082c5a3c17040eac6965ff            NaN  \n",
       "18  f8e0777d2639f3b136dc3408ce30922b            NaN  \n",
       "19  38257b39145a161601e34eb19c58fa5c           港股上市  \n",
       "20  1a8d134495ec642f0ef1e946585a18a9            NaN  \n",
       "21  bd41282741832b495d14fcb327ba54e1             A轮  \n",
       "22  1a8d134495ec642f0ef1e946585a18a9            NaN  \n",
       "23  c204e12c186b70d57858b553fb56c213             D轮  \n",
       "24  64ad619618d438cff438b82dd3028b0c            NaN  \n",
       "25  efd682ffb2d75c5f7925fbb0185fb9fb            NaN  \n",
       "26  243d415a12abad30e1d708dd7b6c9ab7            NaN  \n",
       "27  19b1cc53649bd1941886cb07efbbf94a          融资未公开  \n",
       "28  82b656079372824a4b73c7d29c43d41f            NaN  \n",
       "29  b7405e38af44dacc91460d67aa80cefd          融资未公开  \n",
       "30  243d415a12abad30e1d708dd7b6c9ab7            NaN  \n",
       "31  243d415a12abad30e1d708dd7b6c9ab7            NaN  \n",
       "32  38c55ae8e3ae0ae1b21c737e8623b5ec            NaN  \n",
       "33  b7405e38af44dacc91460d67aa80cefd          融资未公开  \n",
       "34  2ebffa63c40c1b0419ae7571864f2fce             A轮  \n",
       "35  2ebffa63c40c1b0419ae7571864f2fce             A轮  \n",
       "36  efd682ffb2d75c5f7925fbb0185fb9fb            NaN  \n",
       "37  e103def01abd83afbf9520562afc3297            已上市  \n",
       "38  9ee3877d8931e49e5c2ea0ec0eb7226c            NaN  \n",
       "39  e4c938271d9680180002a1a49c017b86           港股上市  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(data_liepin['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcca7bda",
   "metadata": {},
   "source": [
    "# 2.翻页处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1d199647",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d743d50e",
   "metadata": {},
   "outputs": [],
   "source": [
    "## 创建payload（酬载）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a6b8883b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "   'dq': '410',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '0',\n",
       "   'pageSize': 40,\n",
       "   'key': '产品经理',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': '0',\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': '',\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'input',\n",
       "   'skId': '',\n",
       "   'fkId': '',\n",
       "   'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e37d271",
   "metadata": {},
   "source": [
    "#### 之前苦恼的页数没有出来，是因为还没有循环，只是payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "c83ee7d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = []\n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf200c20",
   "metadata": {},
   "source": [
    "# 批量存储数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "22b409d9",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'session' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Input \u001b[1;32mIn [38]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m response_df \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m payload_page:\n\u001b[0;32m      3\u001b[0m    \u001b[38;5;66;03m# send a POST request with headers\u001b[39;00m\n\u001b[1;32m----> 4\u001b[0m     r \u001b[38;5;241m=\u001b[39m \u001b[43msession\u001b[49m\u001b[38;5;241m.\u001b[39mpost(url, data\u001b[38;5;241m=\u001b[39mjson\u001b[38;5;241m.\u001b[39mdumps(i), headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[0;32m      5\u001b[0m     \u001b[38;5;66;03m# extract the JSON data from the response\u001b[39;00m\n\u001b[0;32m      6\u001b[0m     response_data \u001b[38;5;241m=\u001b[39m r\u001b[38;5;241m.\u001b[39mjson()\n",
      "\u001b[1;31mNameError\u001b[0m: name 'session' is not defined"
     ]
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "   # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(i), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "042aaae1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2475fa4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38474fb4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "30bafe6f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "96ee8f4f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c4d04a0d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "676a6d98",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6360f08b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "851ab1a2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "522726ed",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7080f1ff",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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